公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 02:42 UTC

ucbds-infra / otter-grader

A Python and R autograding solution

PythonBSD-3-Clause★ 157 星标⑂ 78 复刻始于 2019年9月在 GitHub 上查看 ↗

ucbds-infra/otter-grader 的健康指数为 100 分中的 70 分,处于「良好」区间。 其得分最高的类别是Vitality(80/100),最低的是AI Readiness(43/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

70
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

70
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

10 关注者14 个公开仓库始于 2019年9月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPIotter-grader7.0.0-1970 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

80良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
16.6/36提交节奏 — 52 周中有 24 周有提交
15.3/18提交量 — 最近一年 50 次提交
10/10OpenSSF Scorecard:Maintained — 19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year50
human_commit_share0.53
days_since_last_push0
active_weeks_last_year24

发布纪律

83良好
评分方式
27/27有发布版本 — 已发布 100 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
19.8/27发布节奏 — 约每 69.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count100
latest_release_tagv7.0.0
releases_from_tags
days_since_latest_release0
mean_days_between_releases69.7

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

68中等 · 占总体的 18%
评分方式
35.6/60星标 — 157 个星标
15.7/25复刻 — 78 个复刻
2.7/15关注者 — 4 位关注者
所用输入
forks78
stars157
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(BSD-3-Clause)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

65中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
1.6/22.5提交分布 — 头号贡献者编写了 93% 的提交
13.5/13.5贡献者广度 — 37 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 20 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled37
top_contributor_share0.929
评分方式
44.7/46.8议题解决 — 96% 的议题已关闭
35.3/38.3PR 接受 — 已裁定的 PR 中 519/562 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/7 approved changesets -- score normalized to 0
所用输入
merged_prs519
open_issues19
closed_issues417
issue_closed_ratio0.956
closed_unmerged_prs43
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
7.5/25所有者影响力 — ucbds-infra 有 10 位关注者
20.6/25既往记录 — 14 个公开仓库,账户约 6 年
所用输入
followers10
owner_typeOrganization
is_verified
owner_loginucbds-infra
public_repos14
account_age_days2,514
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 197 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesotter-grader
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

76良好 · 占总体的 20%

工程实践

66中等
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 24 out of 25 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://otter-grader.readthedocs.io
10/10仓库描述
10/10主题标签 — 8 个主题标签
0/10Wiki
所用输入
topicspython, jupyter-notebooks, jupyter, jupyter-notebook, autograder, autograding, r, rmd
has_wiki
homepagehttps://otter-grader.readthedocs.io
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

59中等 · 占总体的 16%

安全态势

49存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.2/2.5CI-Tests — 24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/7 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 20 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.9
已排除计分(无数据或不适用):branch_protection, packaging。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories3
affected_packages1
assessed_packages166
unassessed_packages4
affected_by_severitycritical 1
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 166 个已解析依赖与 OSV 比对。 有 4 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

43存在风险 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
20.1/40可读的提交历史 — 53 次人类提交中有 20 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.377
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile, docs/Makefile
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 39 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespoetry.lock
has_dockerfile
typed_language
bootstrap_filesMakefile, docs/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.39
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 213 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes30,176
source_files_sampled213
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

157GitHub 星标
37贡献者
50最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数(bus factor)
19开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:otter-grader@7.0.0; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 78 ⇿
0Star
78Fork
99发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

01325385063757542020-012023-042026-06
主版本 5次版本 17修订 66

每个点涵盖 6 天。

OpenSSF Scorecard 4.9 / 10
4.9综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-27 02:42 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
9CI-Tests24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/7 approved changesets -- score normalized to 0
10Contributorsproject has 20 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
直接依赖 24
注册表软件包版本约束清单文件
PyPIclick^8.1.7pyproject.toml
PyPIdill>=0.3.0pyproject.toml
PyPIfica>=0.4.1pyproject.toml
PyPIgoogle-api-python-client*pyproject.toml
PyPIgoogle-auth-oauthlib*pyproject.toml
PyPIsix*pyproject.toml
PyPIgspread*pyproject.toml
PyPIipykernel*pyproject.toml
PyPIipylab^1.0.0pyproject.toml
PyPIipython*pyproject.toml
PyPIipywidgets^8.1.5pyproject.toml
PyPIjinja2^3.1pyproject.toml
PyPIjupyter_client*pyproject.toml
PyPIjupytext^1.19.3pyproject.toml
PyPInbconvert>=6.0.0pyproject.toml
PyPInbformat>=5.0.0pyproject.toml
PyPIpandas>=2.0.0pyproject.toml
PyPIpypdf*pyproject.toml
PyPIpython-frontmatter^1.3.0pyproject.toml
PyPIpython-on-whales>=0.72.0,<1.0.0pyproject.toml
PyPIpyyaml^6pyproject.toml
PyPIrequests^2.31pyproject.toml
PyPIrpy2^3.5.16pyproject.toml
PyPIwrapt^1.16.0pyproject.toml
全部依赖 170

来自 GitHub 依赖图的完整解析依赖集合:24 个直接依赖与 146 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIclick8.4.2直接
PyPIdill0.4.1直接
PyPIfica0.4.1直接
PyPIgoogle-api-python-client2.198.0直接
PyPIgoogle-auth-oauthlib1.4.0直接
PyPIgspread6.2.1直接
PyPIipykernel7.3.0直接
PyPIipylab1.1.0直接
PyPIipython8.39.0直接
PyPIipywidgets8.1.8直接
PyPIjinja23.1.6直接
PyPIjupyter-client8.9.1直接
PyPIjupytext1.19.5直接
PyPInbconvert7.17.1直接
PyPInbformat5.10.4直接
PyPIpandas2.3.3直接
PyPIpypdf6.14.2直接
PyPIpython-frontmatter1.3.0直接
PyPIpython-on-whales0.81.0直接
PyPIpyyaml6.0.3直接
PyPIrequests2.34.2直接
PyPIrpy23.6.7直接
PyPIsix1.17.0直接
PyPIwrapt1.17.3直接
PyPIaccessible-pygments0.0.5间接
PyPIalabaster1.0.0间接
PyPIannotated-types0.8.0间接
PyPIappnope0.1.4间接
PyPIasttokens3.0.2间接
PyPIattrs26.1.0间接
PyPIbabel2.18.0间接
PyPIbackports-tarfile1.2.0间接
PyPIbeautifulsoup44.15.0间接
PyPIblack24.10.0间接
PyPIbleach6.4.0间接
PyPIcertifi2026.7.22间接
PyPIcffi2.1.0间接
PyPIcharset-normalizer3.4.9间接
PyPIcolorama0.4.6间接
PyPIcomm0.2.3间接
PyPIcontourpy1.3.2间接
PyPIcoverage7.15.2间接
PyPIcryptography49.0.0间接
PyPIcycler0.12.1间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.3.1间接
PyPIdefusedxml0.7.1间接
PyPIdocutils0.21.2间接
PyPIexceptiongroup1.3.1间接
PyPIexecuting2.2.1间接
PyPIfastjsonschema2.22.0间接
PyPIfonttools4.63.0间接
PyPIgoogle-api-core2.33.0间接
PyPIgoogle-auth2.56.2间接
PyPIgoogle-auth-httplib20.4.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgreenlet3.5.4间接
PyPIhttplib20.32.0间接
PyPIid1.6.1间接
PyPIidna3.18间接
PyPIimagesize1.5.0间接
PyPIimportlib-metadata9.0.0间接
PyPIiniconfig2.3.0间接
PyPIisort5.13.2间接
PyPIjaraco-classes3.4.0间接
PyPIjaraco-context6.1.2间接
PyPIjaraco-functools4.6.0间接
PyPIjedi0.20.0间接
PyPIjeepney0.9.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupyterlab-pygments0.3.0间接
PyPIjupyterlab-widgets3.0.16间接
PyPIkeyring25.7.0间接
PyPIkiwisolver1.5.0间接
PyPImarkdown3.10.2间接
PyPImarkdown-it-py4.2.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib间接
PyPImatplotlib3.10.9间接
PyPImatplotlib-inline0.2.2间接
PyPImdit-py-plugins0.6.1间接
PyPImdurl0.1.2间接
PyPImistune3.3.4间接
PyPImore-itertools11.1.0间接
PyPImypy-extensions1.1.0间接
PyPInbclient0.11.0间接
PyPInest-asyncio21.7.2间接
PyPInh30.3.6间接
PyPInumpy间接
PyPInumpy2.2.6间接
PyPIoauthlib3.3.1间接
PyPIpackaging26.2间接
PyPIpandocfilters1.5.1间接
PyPIparso0.8.7间接
PyPIpathspec1.1.1间接
PyPIpbr7.0.3间接
PyPIpexpect4.9.0间接
PyPIpillow12.3.0间接
PyPIplatformdirs4.11.0间接
PyPIplaywright1.61.0间接
PyPIpluggy1.6.0间接
PyPIprompt-toolkit3.0.53间接
PyPIproto-plus1.28.2间接
PyPIprotobuf7.35.1间接
PyPIpsutil7.2.2间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpyasn10.6.4间接
PyPIpyasn1-modules0.4.2间接
PyPIpycparser3.0间接
PyPIpydantic2.13.4间接
PyPIpydantic-core2.46.4间接
PyPIpydata-sphinx-theme0.19.0间接
PyPIpyee13.0.1间接
PyPIpygments2.20.0间接
PyPIpyparsing3.3.2间接
PyPIpytest9.1.1间接
PyPIpytest-html4.2.0间接
PyPIpytest-metadata3.1.1间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpytz2026.3.post1间接
PyPIpywin32-ctypes0.2.3间接
PyPIpyzmq27.1.0间接
PyPIreadme-renderer45.0间接
PyPIreferencing0.37.0间接
PyPIrequests-oauthlib2.0.0间接
PyPIrequests-toolbelt1.0.0间接
PyPIresponses0.26.2间接
PyPIrfc39862.0.0间接
PyPIrich15.0.0间接
PyPIripgrep-python0.1.0间接
PyPIrpds-py0.30.0间接
PyPIrpy2-rinterface3.6.6间接
PyPIrpy2-robjects3.6.5间接
PyPIsecretstorage3.5.0间接
PyPIsetuptools83.0.0间接
PyPIsnowballstemmer3.1.1间接
PyPIsoupsieve2.9.1间接
PyPIsphinx8.1.3间接
PyPIsphinx-book-theme1.1.0间接
PyPIsphinx-click6.2.0间接
PyPIsphinx-markdown-tables0.0.17间接
PyPIsphinxcontrib-apidoc0.6.0间接
PyPIsphinxcontrib-applehelp2.0.0间接
PyPIsphinxcontrib-devhelp2.0.0间接
PyPIsphinxcontrib-htmlhelp2.1.0间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-qthelp2.0.0间接
PyPIsphinxcontrib-serializinghtml2.0.0间接
PyPIstack-data0.6.3间接
PyPIstatsmodels间接
PyPItinycss21.5.1间接
PyPItomli2.4.1间接
PyPItornado6.5.7间接
PyPItqdm间接
PyPItqdm4.69.1间接
PyPItraitlets5.15.1间接
PyPItwine6.2.0间接
PyPItyping-extensions4.16.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2026.3间接
PyPItzlocal5.4.4间接
PyPIuritemplate4.2.0间接
PyPIurllib32.7.0间接
PyPIwcwidth0.8.2间接
PyPIwebencodings0.5.1间接
PyPIwidgetsnbextension4.0.15间接
PyPIzipp4.1.0间接
依赖安全公告 1

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 166 个包,其中也包含从不交付的开发与测试版本固定:1 个存在已知公告,0 个为直接依赖。 有 4 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
black24.10.0间接严重326.3.1

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [
        "python",
        "jupyter-notebooks",
        "jupyter",
        "jupyter-notebook",
        "autograder",
        "autograding",
        "r",
        "rmd"
      ],
      "is_fork": false,
      "size_kb": 52032,
      "has_wiki": false,
      "homepage": "https://otter-grader.readthedocs.io",
      "languages": {
        "R": 14665,
        "Jinja": 2605,
        "Shell": 25542,
        "Python": 654593,
        "Makefile": 1267,
        "Dockerfile": 978
      },
      "pushed_at": "2026-07-27T02:41:55Z",
      "created_at": "2019-09-13T23:40:57Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-27T02:39:26Z",
      "description": "A Python and R autograding solution",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "master",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Infrastructure Team",
      "type": "Organization",
      "login": "ucbds-infra",
      "company": null,
      "location": null,
      "followers": 10,
      "avatar_url": "https://avatars.githubusercontent.com/u/55034591?v=4",
      "created_at": "2019-09-07T20:57:54Z",
      "is_verified": null,
      "public_repos": 14,
      "account_age_days": 2514
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v7.0.0",
          "kind": "major",
          "published_at": "2026-07-27T02:41:15Z"
        },
        {
          "tag": "v6.1.6",
          "kind": "patch",
          "published_at": "2025-09-20T19:49:09Z"
        },
        {
          "tag": "v6.1.5",
          "kind": "patch",
          "published_at": "2025-09-16T19:13:44Z"
        },
        {
          "tag": "v6.1.4",
          "kind": "patch",
          "published_at": "2025-08-24T02:04:48Z"
        },
        {
          "tag": "v6.1.3",
          "kind": "patch",
          "published_at": "2025-05-01T04:24:50Z"
        },
        {
          "tag": "v6.1.2",
          "kind": "patch",
          "published_at": "2025-03-28T21:40:19Z"
        },
        {
          "tag": "v6.1.1",
          "kind": "patch",
          "published_at": "2025-03-02T20:14:42Z"
        },
        {
          "tag": "v6.1.0",
          "kind": "minor",
          "published_at": "2025-01-27T00:38:20Z"
        },
        {
          "tag": "v6.0.5",
          "kind": "patch",
          "published_at": "2025-01-24T16:06:55Z"
        },
        {
          "tag": "v6.0.4",
          "kind": "patch",
          "published_at": "2024-11-07T04:03:23Z"
        },
        {
          "tag": "v6.0.3",
          "kind": "patch",
          "published_at": "2024-10-30T23:16:06Z"
        },
        {
          "tag": "v6.0.2",
          "kind": "patch",
          "published_at": "2024-10-27T04:49:24Z"
        },
        {
          "tag": "v6.0.1",
          "kind": "patch",
          "published_at": "2024-10-26T18:59:10Z"
        },
        {
          "tag": "v6.0.0",
          "kind": "major",
          "published_at": "2024-10-26T02:52:01Z"
        },
        {
          "tag": "v5.7.1",
          "kind": "patch",
          "published_at": "2024-10-03T00:52:01Z"
        },
        {
          "tag": "v5.7.0",
          "kind": "minor",
          "published_at": "2024-10-01T20:00:25Z"
        },
        {
          "tag": "v5.6.0",
          "kind": "minor",
          "published_at": "2024-08-28T00:44:44Z"
        },
        {
          "tag": "v5.5.0",
          "kind": "minor",
          "published_at": "2024-03-09T19:04:25Z"
        },
        {
          "tag": "v5.4.1",
          "kind": "patch",
          "published_at": "2024-02-14T04:17:24Z"
        },
        {
          "tag": "v5.4.0",
          "kind": "minor",
          "published_at": "2024-02-05T03:20:42Z"
        },
        {
          "tag": "v5.3.0",
          "kind": "minor",
          "published_at": "2024-01-27T21:16:38Z"
        },
        {
          "tag": "v5.2.3",
          "kind": "patch",
          "published_at": "2024-01-17T05:14:51Z"
        },
        {
          "tag": "v5.2.2",
          "kind": "patch",
          "published_at": "2023-10-01T14:40:42Z"
        },
        {
          "tag": "v5.2.1",
          "kind": "patch",
          "published_at": "2023-09-30T15:27:12Z"
        },
        {
          "tag": "v5.2.0",
          "kind": "minor",
          "published_at": "2023-09-29T19:24:26Z"
        },
        {
          "tag": "v5.1.4",
          "kind": "patch",
          "published_at": "2023-09-09T20:39:12Z"
        },
        {
          "tag": "v5.1.3",
          "kind": "patch",
          "published_at": "2023-08-24T02:36:46Z"
        },
        {
          "tag": "v5.1.2",
          "kind": "patch",
          "published_at": "2023-08-18T21:53:20Z"
        },
        {
          "tag": "v5.1.1",
          "kind": "patch",
          "published_at": "2023-08-12T03:50:36Z"
        },
        {
          "tag": "v5.1.0",
          "kind": "minor",
          "published_at": "2023-08-06T03:44:09Z"
        },
        {
          "tag": "v5.0.2",
          "kind": "patch",
          "published_at": "2023-07-28T01:46:50Z"
        },
        {
          "tag": "v5.0.1",
          "kind": "patch",
          "published_at": "2023-07-19T03:36:53Z"
        },
        {
          "tag": "v5.0.0",
          "kind": "major",
          "published_at": "2023-07-18T03:45:47Z"
        },
        {
          "tag": "v4.4.1",
          "kind": "patch",
          "published_at": "2023-07-08T20:33:21Z"
        },
        {
          "tag": "v4.4.0",
          "kind": "minor",
          "published_at": "2023-07-06T03:08:44Z"
        },
        {
          "tag": "v4.3.4",
          "kind": "patch",
          "published_at": "2023-06-21T05:13:15Z"
        },
        {
          "tag": "v4.3.3",
          "kind": "patch",
          "published_at": "2023-06-15T18:38:28Z"
        },
        {
          "tag": "v4.3.2",
          "kind": "patch",
          "published_at": "2023-04-09T02:13:02Z"
        },
        {
          "tag": "v4.3.1",
          "kind": "patch",
          "published_at": "2023-02-14T04:08:09Z"
        },
        {
          "tag": "v4.3.0",
          "kind": "minor",
          "published_at": "2023-02-04T18:14:15Z"
        },
        {
          "tag": "v4.2.1",
          "kind": "patch",
          "published_at": "2022-12-17T05:24:45Z"
        },
        {
          "tag": "v4.2.0",
          "kind": "minor",
          "published_at": "2022-11-06T18:23:49Z"
        },
        {
          "tag": "v4.1.2",
          "kind": "patch",
          "published_at": "2022-11-03T00:41:09Z"
        },
        {
          "tag": "v4.1.1",
          "kind": "patch",
          "published_at": "2022-11-01T03:06:34Z"
        },
        {
          "tag": "v4.1.0",
          "kind": "minor",
          "published_at": "2022-10-11T02:26:09Z"
        },
        {
          "tag": "v4.0.2",
          "kind": "patch",
          "published_at": "2022-09-20T04:35:21Z"
        },
        {
          "tag": "v4.0.1",
          "kind": "patch",
          "published_at": "2022-08-30T01:27:10Z"
        },
        {
          "tag": "v4.0.0",
          "kind": "major",
          "published_at": "2022-08-20T23:50:43Z"
        },
        {
          "tag": "v4.0.0.b0",
          "kind": "other",
          "published_at": "2022-08-10T04:39:56Z"
        },
        {
          "tag": "3.3.0",
          "kind": "minor",
          "published_at": "2022-05-24T00:51:57Z"
        },
        {
          "tag": "3.2.1",
          "kind": "patch",
          "published_at": "2022-01-02T05:21:06Z"
        },
        {
          "tag": "3.2.0",
          "kind": "minor",
          "published_at": "2021-11-11T04:52:01Z"
        },
        {
          "tag": "3.1.4",
          "kind": "patch",
          "published_at": "2021-09-18T06:13:46Z"
        },
        {
          "tag": "3.1.3",
          "kind": "patch",
          "published_at": "2021-09-12T18:33:09Z"
        },
        {
          "tag": "3.1.2",
          "kind": "patch",
          "published_at": "2021-09-10T02:35:20Z"
        },
        {
          "tag": "3.1.1",
          "kind": "patch",
          "published_at": "2021-09-07T20:50:28Z"
        },
        {
          "tag": "3.1.0",
          "kind": "minor",
          "published_at": "2021-09-04T21:02:25Z"
        },
        {
          "tag": "3.0.6",
          "kind": "patch",
          "published_at": "2021-08-28T23:49:16Z"
        },
        {
          "tag": "3.0.5",
          "kind": "patch",
          "published_at": "2021-08-28T23:29:25Z"
        },
        {
          "tag": "3.0.4",
          "kind": "patch",
          "published_at": "2021-08-27T05:16:36Z"
        },
        {
          "tag": "3.0.3",
          "kind": "patch",
          "published_at": "2021-08-25T19:24:20Z"
        },
        {
          "tag": "3.0.2",
          "kind": "patch",
          "published_at": "2021-08-24T05:09:16Z"
        },
        {
          "tag": "3.0.1",
          "kind": "patch",
          "published_at": "2021-08-22T19:07:21Z"
        },
        {
          "tag": "3.0.0",
          "kind": "major",
          "published_at": "2021-08-22T04:14:36Z"
        },
        {
          "tag": "3.0.0.b3",
          "kind": "other",
          "published_at": "2021-08-21T03:42:13Z"
        },
        {
          "tag": "2.2.7",
          "kind": "patch",
          "published_at": "2021-08-19T00:51:22Z"
        },
        {
          "tag": "3.0.0.b2",
          "kind": "other",
          "published_at": "2021-08-17T05:48:07Z"
        },
        {
          "tag": "3.0.0.b1",
          "kind": "other",
          "published_at": "2021-08-15T20:39:28Z"
        },
        {
          "tag": "3.0.0.b0",
          "kind": "other",
          "published_at": "2021-08-13T05:43:35Z"
        },
        {
          "tag": "2.2.6",
          "kind": "patch",
          "published_at": "2021-08-12T17:48:52Z"
        },
        {
          "tag": "2.2.5",
          "kind": "patch",
          "published_at": "2021-08-07T06:26:31Z"
        },
        {
          "tag": "2.2.4",
          "kind": "patch",
          "published_at": "2021-07-04T20:53:29Z"
        },
        {
          "tag": "2.2.3",
          "kind": "patch",
          "published_at": "2021-07-03T05:51:53Z"
        },
        {
          "tag": "2.2.2",
          "kind": "patch",
          "published_at": "2021-06-17T16:55:30Z"
        },
        {
          "tag": "2.2.1",
          "kind": "patch",
          "published_at": "2021-06-04T23:01:58Z"
        },
        {
          "tag": "2.2.0",
          "kind": "minor",
          "published_at": "2021-05-30T22:00:55Z"
        },
        {
          "tag": "2.1.8",
          "kind": "patch",
          "published_at": "2021-05-30T03:54:30Z"
        },
        {
          "tag": "2.1.7",
          "kind": "patch",
          "published_at": "2021-05-03T23:48:22Z"
        },
        {
          "tag": "2.1.6",
          "kind": "patch",
          "published_at": "2021-04-03T20:54:54Z"
        },
        {
          "tag": "2.1.5",
          "kind": "patch",
          "published_at": "2021-03-18T21:47:21Z"
        },
        {
          "tag": "2.1.3",
          "kind": "patch",
          "published_at": "2021-02-05T03:13:57Z"
        },
        {
          "tag": "2.1.2",
          "kind": "patch",
          "published_at": "2021-02-03T16:54:21Z"
        },
        {
          "tag": "2.1.1",
          "kind": "patch",
          "published_at": "2021-01-25T23:39:53Z"
        },
        {
          "tag": "2.1.0",
          "kind": "minor",
          "published_at": "2021-01-25T18:47:51Z"
        },
        {
          "tag": "2.0.8",
          "kind": "patch",
          "published_at": "2021-01-25T04:16:43Z"
        },
        {
          "tag": "2.0.7",
          "kind": "patch",
          "published_at": "2021-01-23T22:48:03Z"
        },
        {
          "tag": "2.0.6",
          "kind": "patch",
          "published_at": "2021-01-22T07:38:22Z"
        },
        {
          "tag": "2.0.5",
          "kind": "patch",
          "published_at": "2021-01-18T06:26:38Z"
        },
        {
          "tag": "2.0.4",
          "kind": "patch",
          "published_at": "2021-01-17T21:39:19Z"
        },
        {
          "tag": "2.0.3",
          "kind": "patch",
          "published_at": "2021-01-17T19:05:25Z"
        },
        {
          "tag": "2.0.2",
          "kind": "patch",
          "published_at": "2021-01-17T04:37:39Z"
        },
        {
          "tag": "2.0.1",
          "kind": "patch",
          "published_at": "2021-01-16T18:03:44Z"
        },
        {
          "tag": "2.0.0",
          "kind": "major",
          "published_at": "2021-01-15T22:50:47Z"
        },
        {
          "tag": "2.0.0.b6",
          "kind": "other",
          "published_at": "2021-01-05T09:01:20Z"
        },
        {
          "tag": "2.0.0.b5",
          "kind": "other",
          "published_at": "2021-01-01T00:51:55Z"
        },
        {
          "tag": "2.0.0.b4",
          "kind": "other",
          "published_at": "2020-12-29T02:27:21Z"
        },
        {
          "tag": "2.0.0.b3",
          "kind": "other",
          "published_at": "2020-12-21T17:00:40Z"
        },
        {
          "tag": "2.0.0.b1",
          "kind": "other",
          "published_at": "2020-12-21T00:50:03Z"
        },
        {
          "tag": "1.1.6",
          "kind": "patch",
          "published_at": "2020-12-02T17:41:16Z"
        },
        {
          "tag": "2.0.0.b0",
          "kind": "other",
          "published_at": "2020-11-23T02:55:17Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "9994d7a376f085fd996f1a373e534cc553682962",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Release v7.0.0 (#1013)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T02:41:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e348943d4bda73787ae1083f9de476a6e0957cac",
          "body": null,
          "is_bot": false,
          "headline": "upgrade twine",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-07-27T02:39:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3879b9f756b4e88d82babda2f6e2432a123fb19d",
          "body": null,
          "is_bot": false,
          "headline": "fixing release action",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-07-27T02:34:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c46f12514dbce0580141e35fb66cabdc071402c",
          "body": null,
          "is_bot": false,
          "headline": "fixing release action",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-07-27T02:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d34209cf5cb10d8b3bf67300b4fb9d56a669fc21",
          "body": null,
          "is_bot": false,
          "headline": "fixing release action",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-07-27T02:29:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "016086ed61a44fbad0b1d70f4f24ec41cf0cf086",
          "body": null,
          "is_bot": false,
          "headline": "update release.py to find files with ripgrep",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-07-27T02:22:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "831f806d5a43f4e29f97fc2d963cbf2e4b17f80a",
          "body": "* Drop support for Python 3.9 and add python-frontmatter dep (#999)\n\n* Drop support for Python 3.9 and add python-frontmatter dep\n\n* add testing for 3.14 and 3.15\n\n* remove testing 3.15 since it's pre-release\n\n* remove 3.14\n\n* Only install latex/pandoc in grading container if PDF generation is enabl\n[…]\ngnments\n\n* add quarto to environment\n\n* add quarto to environment\n\n* add check for ottr>=1.6.0 in qmd grading\n\n* fix syntax for mamba config set\n\n* fix R grading image builds\n\n* cleanup\n\n* poetry lock",
          "is_bot": false,
          "headline": "v7 changes (#1012)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-07-27T01:23:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "80b13090856df3634ffd198c51b28ecc88298ba9",
          "body": "Bumps [httplib2](https://github.com/httplib2/httplib2) from 0.22.0 to 0.32.0.\n- [Changelog](https://github.com/httplib2/httplib2/blob/master/CHANGELOG)\n- [Commits](https://github.com/httplib2/httplib2/compare/v0.22.0...v0.32.0)\n\n---\nupdated-dependencies:\n- dependency-name: httplib2\n  dependency-version: 0.32.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump httplib2 from 0.22.0 to 0.32.0 (#1010)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-25T02:12:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08f362bdfd86c6f3a279222623891c5c10d21fa0",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.13.3 to 6.14.2.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.13.3...6.14.2)\n\n---\nupdated-dependencies:\n- de\n[…]\nndency-version: 6.14.2\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.13.3 to 6.14.2 (#1011)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-25T01:55:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4c94e1bf633d68e16a2705c8849ce590561a5b10",
          "body": "Bumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.3 to 0.6.4.\n- [Release notes](https://github.com/pyasn1/pyasn1/releases)\n- [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.3...v0.6.4)\n\n---\nupdated-dependencies:\n- \n[…]\nsn1\n  dependency-version: 0.6.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pyasn1 from 0.6.3 to 0.6.4 (#1009)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-25T01:46:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5cb59d6c66b388da3336124510dbee7003827009",
          "body": "Bumps [soupsieve](https://github.com/facelessuser/soupsieve) from 2.6 to 2.8.4.\n- [Release notes](https://github.com/facelessuser/soupsieve/releases)\n- [Commits](https://github.com/facelessuser/soupsieve/compare/2.6...2.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: soupsieve\n  dependency-version: 2.8.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump soupsieve from 2.6 to 2.8.4 (#1004)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T19:29:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37b17c31ac1af0abdb27b88da13b89de6af7a12b",
          "body": "Bumps [mistune](https://github.com/lepture/mistune) from 3.2.1 to 3.3.0.\n- [Release notes](https://github.com/lepture/mistune/releases)\n- [Changelog](https://github.com/lepture/mistune/blob/main/docs/changes.rst)\n- [Commits](https://github.com/lepture/mistune/compare/v3.2.1...v3.3.0)\n\n---\nupdated-de\n[…]\nune\n  dependency-version: 3.3.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump mistune from 3.2.1 to 3.3.0 (#1005)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T19:09:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9737c6bd5225fbe81c0a13745d93382f02ecc49d",
          "body": null,
          "is_bot": false,
          "headline": "Use cloudflare cdn for polyfill instead of polyfill.io (#998)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-06-24T02:37:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e0b80a1e14a0467799ad0fa92703fe0a8c43579",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.12.0 to 6.13.3 (#997)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-18T17:00:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f643381cc78fffaa6d368c84cfe2561b2bc33e41",
          "body": null,
          "is_bot": true,
          "headline": "Bump tornado from 6.5.6 to 6.5.7 (#996)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-18T16:50:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01c0fcd732380cc06489abf8f044e50bede540d3",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.10.2 to 6.12.0 (#993)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-18T16:50:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62c3d5444defeee9eed02cb3c5064e6c5604e448",
          "body": "Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.5.5 to 6.5.6.\n- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)\n- [Commits](https://github.com/tornadoweb/tornado/compare/v6.5.5...v6.5.6)\n\n---\nupdated-dependencies:\n- dependency-name: tornado\n  dependency-version: 6.5.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump tornado from 6.5.5 to 6.5.6 (#994)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-12T20:32:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "433dbef1f3f08f3f1793b58f673ff0782a057a79",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.10 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.10...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump idna from 3.10 to 3.15 (#992)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-19T19:03:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a30419d90cdbeaed36aff66cc3f23086ccd663e",
          "body": "Bumps [mistune](https://github.com/lepture/mistune) from 3.0.2 to 3.2.1.\n- [Release notes](https://github.com/lepture/mistune/releases)\n- [Changelog](https://github.com/lepture/mistune/blob/main/docs/changes.rst)\n- [Commits](https://github.com/lepture/mistune/compare/v3.0.2...v3.2.1)\n\n---\nupdated-de\n[…]\nune\n  dependency-version: 3.2.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump mistune from 3.0.2 to 3.2.1 (#991)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-10T17:02:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "922ae8feb71eb66766ea62be83e027b504b8d690",
          "body": "Bumps [nbconvert](https://github.com/jupyter/nbconvert) from 7.17.0 to 7.17.1.\n- [Release notes](https://github.com/jupyter/nbconvert/releases)\n- [Changelog](https://github.com/jupyter/nbconvert/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/jupyter/nbconvert/compare/v7.17.0...v7.17.1)\n\n---\n\n[…]\nndency-version: 7.17.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump nbconvert from 7.17.0 to 7.17.1 (#990)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-21T19:15:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d69778a7a05da1a918cff76a6b1a2cf71a1eacb9",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.10.1 to 6.10.2 (#988)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-16T23:47:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06d596ec4d3b57f6b303c3b651af0d76cb6c38e5",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.10.0 to 6.10.1 (#987)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-15T21:58:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c5b550366206027acbac1752318c83f78df1164",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.9.2 to 6.10.0.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.9.2...6.10.0)\n\n---\nupdated-dependencies:\n- depe\n[…]\nndency-version: 6.10.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.9.2 to 6.10.0 (#986)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-12T15:42:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b4af9fb0c12fcfb95bb7f6307c047cc6a2daf48a",
          "body": "Bumps [pygments](https://github.com/pygments/pygments) from 2.18.0 to 2.20.0.\n- [Release notes](https://github.com/pygments/pygments/releases)\n- [Changelog](https://github.com/pygments/pygments/blob/master/CHANGES)\n- [Commits](https://github.com/pygments/pygments/compare/2.18.0...2.20.0)\n\n---\nupdate\n[…]\nts\n  dependency-version: 2.20.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pygments from 2.18.0 to 2.20.0 (#984)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-01T22:41:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a1256e2e4c5a64984ed292b3bd45101a7a471dac",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.9.1 to 6.9.2 (#983)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-25T23:39:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a18673ef533a8da0f342d45f1656a9a4c26b440c",
          "body": "Bumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.2 to 0.6.3.\n- [Release notes](https://github.com/pyasn1/pyasn1/releases)\n- [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.2...v0.6.3)\n\n---\nupdated-dependencies:\n- \n[…]\nsn1\n  dependency-version: 0.6.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pyasn1 from 0.6.2 to 0.6.3 (#981)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-18T23:14:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2b026f04c6293df7ae0bbc1fa2f587fbadbcd5fb",
          "body": "Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.5.1 to 6.5.5.\n- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)\n- [Commits](https://github.com/tornadoweb/tornado/compare/v6.5.1...v6.5.5)\n\n---\nupdated-dependencies:\n- dependency-name: tornado\n  dependency-version: 6.5.5\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump tornado from 6.5.1 to 6.5.5 (#979)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-18T23:13:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4800b5fa944a14d238d5e36f44670f7ffd15093f",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.7.4 to 6.9.1.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.7.4...6.9.1)\n\n---\nupdated-dependencies:\n- depend\n[…]\nendency-version: 6.9.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.7.4 to 6.9.1 (#982)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-18T23:13:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ad61b3f2ac7e4120499f6c39c2e808c88723522d",
          "body": "Bumps [markdown](https://github.com/Python-Markdown/markdown) from 3.7 to 3.8.1.\n- [Release notes](https://github.com/Python-Markdown/markdown/releases)\n- [Changelog](https://github.com/Python-Markdown/markdown/blob/master/docs/changelog.md)\n- [Commits](https://github.com/Python-Markdown/markdown/co\n[…]\nown\n  dependency-version: 3.8.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump markdown from 3.7 to 3.8.1 (#976)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-06T03:13:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e8026f81d13c3ee0fa46eb1d35d47e46f2f720e2",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.6.2 to 6.7.4 (#974)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-02T17:06:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "613f35984d97a1f50e6c338f1cb3aa67d2896207",
          "body": "Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 5.29.5 to 5.29.6.\n- [Release notes](https://github.com/protocolbuffers/protobuf/releases)\n- [Commits](https://github.com/protocolbuffers/protobuf/commits)\n\n---\nupdated-dependencies:\n- dependency-name: protobuf\n  dependency-version: 5.29.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump protobuf from 5.29.5 to 5.29.6 (#967)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-02-10T02:29:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f901672e2e0038efdf1478a9d283fc6e594c0daf",
          "body": "* Bump pyasn1 from 0.6.1 to 0.6.2\n\nBumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.1 to 0.6.2.\n- [Release notes](https://github.com/pyasn1/pyasn1/releases)\n- [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.1...v0\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Chris Pyles <40970945+chrispyles@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pyasn1 from 0.6.1 to 0.6.2 (#963)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-02-10T02:29:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a051eafd7557343cecd3e363a548dfb8f9ea3af8",
          "body": "Bumps [nbconvert](https://github.com/jupyter/nbconvert) from 7.16.4 to 7.17.0.\n- [Release notes](https://github.com/jupyter/nbconvert/releases)\n- [Changelog](https://github.com/jupyter/nbconvert/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/jupyter/nbconvert/compare/v7.16.4...v7.17.0)\n\n---\n\n[…]\nndency-version: 7.17.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump nbconvert from 7.16.4 to 7.17.0 (#970)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-02-10T02:20:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eaad05c8db360d22e3c15db2c8cfaae3eb686edd",
          "body": "* trying to fix check formatting workflow\n\n* still trying to fix check formatting\n\n* debugging\n\n* fix typo",
          "is_bot": false,
          "headline": "trying to fix check formatting workflow (#968)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2026-02-06T02:13:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d185ab62f2ac5a1aff4d2fb287b08dd20f21dc8d",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.6.0 to 6.6.2.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.6.0...6.6.2)\n\n---\nupdated-dependencies:\n- depend\n[…]\nendency-version: 6.6.2\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.6.0 to 6.6.2 (#965)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-28T03:51:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c9879e9f5ca95e6bd6735a1a119d6fddb2911bda",
          "body": "… (#962)",
          "is_bot": false,
          "headline": "fix: Correct multiple typos across documentation and changelog files.…",
          "author_name": "Mohit Singh Sinsniwal",
          "author_login": "sinsniwal",
          "committed_at": "2026-01-16T15:18:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a374dd9cd52e54eb344b2c7058c14ed07a855cb8",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 6.4.0 to 6.6.0 (#961)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T20:55:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92e500b40c18c972e848b8adeb62cfb37acbeceb",
          "body": null,
          "is_bot": true,
          "headline": "Bump fonttools from 4.54.1 to 4.60.2 (#960)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-08T20:18:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a08fc304441634412036bf1321c71d87004e500",
          "body": null,
          "is_bot": false,
          "headline": "Handle the notebooks with non-UTF-8 characters exporting. (#958)",
          "author_name": "Olga Perl",
          "author_login": "Heldera",
          "committed_at": "2026-01-08T20:14:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "323acee70396802d07db6ec68616ed944eaa7e2d",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.0 to 2.6.3.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.6.0...2.6.3)\n\n---\nupdated-dependenc\n[…]\nib3\n  dependency-version: 2.6.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump urllib3 from 2.6.0 to 2.6.3 (#959)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-08T20:08:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0eb0f63b58b5a10ab3a591911f371afa21d7a996",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.5.0 to 2.6.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.5.0...2.6.0)\n\n---\nupdated-dependenc\n[…]\nib3\n  dependency-version: 2.6.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump urllib3 from 2.5.0 to 2.6.0 (#956)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-06T20:30:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "831b104298405988df99de57b57305479a886900",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.1.3 to 6.4.0.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.1.3...6.4.0)\n\n---\nupdated-dependencies:\n- depend\n[…]\nendency-version: 6.4.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.1.3 to 6.4.0 (#952)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-26T18:31:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aa1b62e9457c20c1d9d0fee876fb6d631273893e",
          "body": null,
          "is_bot": false,
          "headline": "Fix tests for new testthat version (#954)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-11-26T18:21:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58aa0301ae0f2456d9e5bc50713c146462711ba0",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.0.0 to 6.1.3.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.0.0...6.1.3)\n\n---\nupdated-dependencies:\n- depend\n[…]\nendency-version: 6.1.3\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.0.0 to 6.1.3 (#950)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-23T01:56:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "18970ca55d55fe629163af46ad7d7bbe9f6d5cdf",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.6 (#949)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-09-20T19:49:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e76ac0d4a74183eb26112a046619aa8f018f7a39",
          "body": "* fix grading image builds due to mamba changes\n\n* pin miniforge and upgrade to ottr 1.5.2\n\n* fix miniforge url\n\n* install rpy2 from conda-forge in grading image",
          "is_bot": false,
          "headline": "Install rpy2 from conda-forge in grading image (#948)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-09-20T19:47:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "048295e99c97f6a0852cc4b58ed834d88f2fa0f1",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.5 (#946)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-09-16T19:14:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8806167eadcb5932abc306257037dd5ea01f8ed",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-09-16T19:12:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4825966dc6f2a95d7e70a612f0e17d1a4a728159",
          "body": "* fix grading image builds due to mamba changes\n\n* pin miniforge and upgrade to ottr 1.5.2\n\n* fix miniforge url",
          "is_bot": false,
          "headline": "Pin miniforge and upgrade to ottr 1.5.2 (#945)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-09-16T19:08:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c7c1fd9395ab2aac3ce7e325230f1ae1a2f8e2f",
          "body": null,
          "is_bot": true,
          "headline": "Bump protobuf from 5.28.3 to 5.29.5 (#940)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-24T02:20:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef5d4cd12422094204022a52d66bac5ac148d4e2",
          "body": null,
          "is_bot": true,
          "headline": "Bump pypdf from 5.0.1 to 6.0.0 (#941)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-24T02:20:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f82be1c0f0741bd5136bd2259a440d885f535f",
          "body": null,
          "is_bot": true,
          "headline": "Bump requests from 2.32.3 to 2.32.4 (#939)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-24T02:18:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "740a0d6accd642007e037f542e7b5033e6fa9b97",
          "body": null,
          "is_bot": true,
          "headline": "Bump jinja2 from 3.1.5 to 3.1.6 (#922)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-24T02:17:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb78eb8535f4f0046f22c82d622387be8c599416",
          "body": null,
          "is_bot": true,
          "headline": "Bump urllib3 from 2.2.3 to 2.5.0 (#938)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-24T02:17:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0b9b32eb941d6746548b4d6c4c01661d01bbb07",
          "body": "Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.4.2 to 6.5.1.\n- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)\n- [Commits](https://github.com/tornadoweb/tornado/compare/v6.4.2...v6.5.1)\n\n---\nupdated-dependencies:\n- dependency-name: tornado\n  dependency-version: 6.5.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump tornado from 6.4.2 to 6.5.1 (#929)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-24T02:08:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98119be773b44dabfc26d04b5c70416459d69beb",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.4 (#937)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-08-24T02:06:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f586a1b1be4133a366609aaa47abf159a2a3820",
          "body": "* fix grading image builds due to mamba changes\n\n* restore partial credit behavior for R assignments\n\n* remove pritn",
          "is_bot": false,
          "headline": "Restore pre-v6 R partial credit behavior (#936)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-08-24T02:03:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bd9dbbf31277e5444fc018e3e4592ef9b5d61cc",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.3 (#926)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-05-01T04:25:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2387523af7e499eac7bdd074a280f455cabfb23",
          "body": "* fix grading image builds due to mamba changes\n\n* fix tests\n\n* source .bashrc\n\n* mamba shell hook",
          "is_bot": false,
          "headline": "Fix grading image builds due to mamba changes (#925)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-05-01T04:23:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f9cb128689d660a2c51d431c171009dd2db6e24",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.2 (#924)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-03-28T21:41:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b8813a09ab998ccee8f77134b0a6d6ec4c0400d",
          "body": null,
          "is_bot": false,
          "headline": "fix bug in Notebook.check_all where it chose the wrong frame (#923)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-03-28T21:39:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "166a1ac0cc41412d02caaef96245110c53cb671c",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.1 (#921)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-03-02T20:15:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01cf2f9303818239d611e3fcd478d07ed1123ea7",
          "body": null,
          "is_bot": false,
          "headline": "only go back 3 frames if there is a wrapt frame (#920)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-03-02T18:54:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6d6380487f02cd47fc51717cf18a21af871b895",
          "body": null,
          "is_bot": false,
          "headline": "add ability to easily update goldens to tests (#919)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-03-01T01:27:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c2017998315cbcabb42f97295a600c3e42b3dc6",
          "body": "Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "release v6.1.0 (#918)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2025-01-27T00:39:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5a823fd24528cddc6560546a23f0859b295c2f5",
          "body": null,
          "is_bot": false,
          "headline": "clarify that cell outputs must be included in otter assign notebooks",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-27T00:29:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "939d0f31b3ac75bbc9ff2f4bd2bd8efb35f72560",
          "body": "…alidationg submission zips (#916)",
          "is_bot": false,
          "headline": "emit a warning instead of an error for text written to stderr while v…",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-27T00:16:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0acbe43479f3d9639061cd01081ba571c1d80a08",
          "body": "…914)\n\n* leave solution cell tags in student notebooks\n\n* fixing tests",
          "is_bot": false,
          "headline": "Add tag to student response cells in otter assign student notebook (#…",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-24T20:12:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e070256d2132e5744c0e80cbd3fa310734b58e5",
          "body": null,
          "is_bot": false,
          "headline": "disallow metadata tests for colab notebooks (#913)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-24T19:22:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "226ccc259dceed25a63745c298fbe7e995fc353d",
          "body": null,
          "is_bot": false,
          "headline": "wrap ModuleNotFoundError for otter in run_otter.py (#912)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-24T19:09:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b005c6795e221c18af668c56e840408b43ebd9a4",
          "body": "…nclude (#911)\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* free disk space in CI runs using docker to prevent image build failures\n\n* add comment about \n[…]\ng failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* include manual questions in assignment summary",
          "is_bot": false,
          "headline": "Fix assignment summary in Otter Assign so that manual questions are i…",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-24T19:00:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "733bf06349974d921d01f53573bd1f85949b8955",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' of https://github.com/ucbds-infra/otter-grader",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-24T18:22:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68d43dc2c8c8a83c4ff278a31e0f8ff454be791e",
          "body": "* release v6.0.4\n\n* Added `liblzma-devel`, `zlib-devel-amzn2-aarch64`, and `zlib` to R grading environment (#908)\n\n* Added , , and  to R grading environment\n\n* add new deps to conda env\n\n* Update CHANGELOG.md\n\n* release v6.0.5 (#909)\n\nCo-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>\n\n---------\n\nCo-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Merge v6.0.5 updates into master (#910)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-24T16:17:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4744472af10fc5db6d97e16c7b55095fb034059",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'upstream/master'",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-02T05:17:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0a3b23664e16cabddbdb7c8dcb45acaf746ac27",
          "body": "* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* free disk space in CI runs using docker to prevent image build failures\n\n* add comment about source\n\n* reorg \n[…]\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* fix typos",
          "is_bot": false,
          "headline": "Typos (#899)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T21:25:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "060a6be96235d152ef43ff5a095ab26d6331762b",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' of https://github.com/ucbds-infra/otter-grader",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T19:18:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "581bb3ec274be4bee818c859a6dc732b131af37e",
          "body": "* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* free disk space in CI runs using docker to prevent image build failures\n\n* add comment about source\n\n* reorg \n[…]\nernate_file\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds\n\n* debugging failed builds",
          "is_bot": false,
          "headline": "Free disk space before CI runs using docker (#897)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T19:18:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "44129aa3a1699c3f4221443129ae5082c13dd93b",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T19:06:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4add990664b1d2cb356af824f459b54f3ee20ce0",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T18:59:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d125fd6e73d54a41fa050930d5436bbef2d980c1",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T18:58:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b0f5c87d23f919c6e02e9d129498aadbcd7c65b",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T18:46:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "364f4c580fa60f335df6c99fbee9fd4f9bfcc390",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T18:41:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "84b10c2807bd7ff07d60c740f8721a04a4fea4fd",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T18:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eba239fcc518c126d8a827419513ec7c6749801a",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2025-01-01T18:32:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e8b7106734c9a4cdd94d84561fd4c94d25ef5de",
          "body": null,
          "is_bot": false,
          "headline": "remove alternate_file",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T20:21:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8931a50afe9a6fe2f158933b0b79a25aba04e9cd",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T20:16:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f695e8ce560cceacf783600606e321248e458eb",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T19:55:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86fc144cdc0ec25092c1b6484f117316e842328e",
          "body": null,
          "is_bot": false,
          "headline": "undo gha caching changes since it's already done in conftest.py",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T06:17:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92686fcd33d15569051305b323230457c3e1742f",
          "body": null,
          "is_bot": false,
          "headline": "reorg workflow, add support for docker gha cache in CI",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T06:08:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5a8e40437501f418f27c640ae22b79131daa603",
          "body": null,
          "is_bot": false,
          "headline": "add comment about source",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:56:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4680adefea45b435a9a023aae266e10cbdaa865f",
          "body": null,
          "is_bot": false,
          "headline": "free disk space in CI runs using docker to prevent image build failures",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:51:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3404476cae3a0fe46e3d018cde2582eab18cfc7",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:31:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bc3a139726d7b597583914f12d6a98d81f16d07",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:30:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a0bf563f95683996e16c260b0e645bec9acb3ff",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:26:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1d93b9be022000075c36f3587175c090f5ddd54",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:25:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b98b7ee0731331c71390c08ec09de2a52ad47013",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:21:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0f61fa0e67f82cde7f07ad93d74bed78dafd0bb",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:19:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88002a32bf9fc47b04ffb60a812b7dc53153a27b",
          "body": null,
          "is_bot": false,
          "headline": "debugging failed builds",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-31T05:17:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8cb84498636d048c06b2ca815e5a3bd8c807ae29",
          "body": null,
          "is_bot": false,
          "headline": "Handle invalid kernelspec in otter assign (#896)",
          "author_name": "Chris Pyles",
          "author_login": "chrispyles",
          "committed_at": "2024-12-28T06:03:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1fdb6a5546b2a3921ba54738deffe7def4b1d84",
          "body": "Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.4 to 3.1.5.\r\n- [Release notes](https://github.com/pallets/jinja/releases)\r\n- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)\r\n- [Commits](https://github.com/pallets/jinja/compare/3.1.4...3.1.5)\r\n\r\n---\r\nupdated-dependencies\n[…]\nency-name: jinja2\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump jinja2 from 3.1.4 to 3.1.5 (#894)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-12-24T07:05:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        }
      ],
      "releases_count": 100,
      "commits_last_year": 50,
      "latest_release_at": "2026-07-27T02:41:15Z",
      "latest_release_tag": "v7.0.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 24,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 69.7
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "otter-grader",
          "exists": true,
          "license": "BSD-3-Clause",
          "keywords": [
            "License :: OSI Approved :: BSD License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/otter-grader/",
          "is_deprecated": false,
          "latest_version": "7.0.0",
          "repository_url": "https://github.com/ucbds-infra/otter-grader",
          "versions_count": 197,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2019-10-05T00:19:22.103376Z",
          "latest_published_at": "2026-07-27T02:41:13.323039Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 78,
      "stars": 157,
      "watchers": 4,
      "fork_history": {
        "days": [
          {
            "date": "2020-01-24",
            "count": 1
          },
          {
            "date": "2020-02-26",
            "count": 1
          },
          {
            "date": "2020-03-06",
            "count": 1
          },
          {
            "date": "2020-03-27",
            "count": 1
          },
          {
            "date": "2020-04-20",
            "count": 1
          },
          {
            "date": "2020-06-03",
            "count": 1
          },
          {
            "date": "2020-06-12",
            "count": 1
          },
          {
            "date": "2020-06-29",
            "count": 1
          },
          {
            "date": "2020-07-25",
            "count": 1
          },
          {
            "date": "2020-07-29",
            "count": 1
          },
          {
            "date": "2020-08-23",
            "count": 1
          },
          {
            "date": "2020-10-19",
            "count": 1
          },
          {
            "date": "2020-10-22",
            "count": 1
          },
          {
            "date": "2021-01-12",
            "count": 1
          },
          {
            "date": "2021-06-11",
            "count": 1
          },
          {
            "date": "2021-06-15",
            "count": 1
          },
          {
            "date": "2021-06-16",
            "count": 2
          },
          {
            "date": "2021-06-23",
            "count": 1
          },
          {
            "date": "2021-06-27",
            "count": 1
          },
          {
            "date": "2021-08-10",
            "count": 1
          },
          {
            "date": "2021-08-14",
            "count": 1
          },
          {
            "date": "2021-08-23",
            "count": 1
          },
          {
            "date": "2021-08-25",
            "count": 1
          },
          {
            "date": "2021-08-27",
            "count": 1
          },
          {
            "date": "2021-09-16",
            "count": 1
          },
          {
            "date": "2021-09-30",
            "count": 1
          },
          {
            "date": "2021-10-04",
            "count": 1
          },
          {
            "date": "2021-10-18",
            "count": 1
          },
          {
            "date": "2021-11-08",
            "count": 1
          },
          {
            "date": "2021-11-10",
            "count": 1
          },
          {
            "date": "2022-01-04",
            "count": 1
          },
          {
            "date": "2022-03-14",
            "count": 1
          },
          {
            "date": "2022-04-20",
            "count": 1
          },
          {
            "date": "2022-04-21",
            "count": 1
          },
          {
            "date": "2022-05-09",
            "count": 1
          },
          {
            "date": "2022-06-02",
            "count": 1
          },
          {
            "date": "2022-08-04",
            "count": 1
          },
          {
            "date": "2022-08-07",
            "count": 1
          },
          {
            "date": "2022-08-25",
            "count": 1
          },
          {
            "date": "2022-09-13",
            "count": 1
          },
          {
            "date": "2022-10-18",
            "count": 1
          },
          {
            "date": "2022-10-26",
            "count": 1
          },
          {
            "date": "2022-11-14",
            "count": 1
          },
          {
            "date": "2022-11-15",
            "count": 1
          },
          {
            "date": "2023-02-10",
            "count": 2
          },
          {
            "date": "2023-04-04",
            "count": 1
          },
          {
            "date": "2023-04-20",
            "count": 1
          },
          {
            "date": "2023-07-10",
            "count": 1
          },
          {
            "date": "2023-08-01",
            "count": 1
          },
          {
            "date": "2023-08-08",
            "count": 1
          },
          {
            "date": "2023-09-07",
            "count": 1
          },
          {
            "date": "2023-10-16",
            "count": 1
          },
          {
            "date": "2023-12-06",
            "count": 1
          },
          {
            "date": "2024-04-12",
            "count": 1
          },
          {
            "date": "2024-05-16",
            "count": 1
          },
          {
            "date": "2024-06-16",
            "count": 1
          },
          {
            "date": "2024-07-24",
            "count": 1
          },
          {
            "date": "2024-08-15",
            "count": 1
          },
          {
            "date": "2024-09-18",
            "count": 1
          },
          {
            "date": "2024-11-04",
            "count": 1
          },
          {
            "date": "2024-11-12",
            "count": 1
          },
          {
            "date": "2025-01-24",
            "count": 1
          },
          {
            "date": "2025-03-27",
            "count": 1
          },
          {
            "date": "2025-07-01",
            "count": 1
          },
          {
            "date": "2025-08-22",
            "count": 1
          },
          {
            "date": "2025-10-13",
            "count": 1
          },
          {
            "date": "2025-10-14",
            "count": 1
          },
          {
            "date": "2025-10-29",
            "count": 1
          },
          {
            "date": "2026-01-03",
            "count": 1
          },
          {
            "date": "2026-01-15",
            "count": 1
          },
          {
            "date": "2026-04-08",
            "count": 1
          },
          {
            "date": "2026-04-17",
            "count": 1
          },
          {
            "date": "2026-06-13",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 75,
        "total_forks": 78
      },
      "star_history": null,
      "open_issues_and_prs": 23
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 30176,
      "source_files_sampled": 213,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "black",
            "direct": false,
            "version": "24.10.0",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-3936-cmfr-pm3m",
              "PYSEC-2026-2120",
              "PYSEC-2026-2121"
            ],
            "fixed_version": "26.3.1",
            "advisory_count": 3,
            "oldest_advisory_days": 137
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "critical": 1
        },
        "advisory_count": 3,
        "affected_count": 1,
        "assessed_count": 166,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 4,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^8.1.7"
        },
        {
          "name": "dill",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.3.0"
        },
        {
          "name": "fica",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.1"
        },
        {
          "name": "google-api-python-client",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "google-auth-oauthlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "six",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "gspread",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "ipykernel",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "ipylab",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.0.0"
        },
        {
          "name": "ipython",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "ipywidgets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^8.1.5"
        },
        {
          "name": "jinja2",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.1"
        },
        {
          "name": "jupyter_client",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "jupytext",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.19.3"
        },
        {
          "name": "nbconvert",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0.0"
        },
        {
          "name": "nbformat",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.0.0"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "pypdf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "python-frontmatter",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.3.0"
        },
        {
          "name": "python-on-whales",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.72.0,<1.0.0"
        },
        {
          "name": "pyyaml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^6"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.31"
        },
        {
          "name": "rpy2",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.5.16"
        },
        {
          "name": "wrapt",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.16.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "click",
            "direct": true,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": true,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fica",
            "direct": true,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-python-client",
            "direct": true,
            "version": "2.198.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth-oauthlib",
            "direct": true,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gspread",
            "direct": true,
            "version": "6.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": true,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipylab",
            "direct": true,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": "8.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": true,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": true,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": true,
            "version": "1.19.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": true,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": true,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pypdf",
            "direct": true,
            "version": "6.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-frontmatter",
            "direct": true,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-on-whales",
            "direct": true,
            "version": "0.81.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rpy2",
            "direct": true,
            "version": "3.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": true,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": true,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "accessible-pygments",
            "direct": false,
            "version": "0.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-tarfile",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "24.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.7.22",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.15.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.33.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.56.2",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth-httplib2",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "httplib2",
            "direct": false,
            "version": "0.32.0",
            "ecosystem": "pypi"
          },
          {
            "name": "id",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "isort",
            "direct": false,
            "version": "5.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-classes",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-context",
            "direct": false,
            "version": "6.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-functools",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "keyring",
            "direct": false,
            "version": "25.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.9",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nh3",
            "direct": false,
            "version": "0.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pbr",
            "direct": false,
            "version": "7.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "playwright",
            "direct": false,
            "version": "1.61.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.53",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.28.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydata-sphinx-theme",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyee",
            "direct": false,
            "version": "13.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-html",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-metadata",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.3.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32-ctypes",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "readme-renderer",
            "direct": false,
            "version": "45.0",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "responses",
            "direct": false,
            "version": "0.26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ripgrep-python",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpy2-rinterface",
            "direct": false,
            "version": "3.6.6",
            "ecosystem": "pypi"
          },
          {
            "name": "rpy2-robjects",
            "direct": false,
            "version": "3.6.5",
            "ecosystem": "pypi"
          },
          {
            "name": "secretstorage",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "8.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-book-theme",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-click",
            "direct": false,
            "version": "6.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-markdown-tables",
            "direct": false,
            "version": "0.0.17",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-apidoc",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "statsmodels",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.69.1",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "twine",
            "direct": false,
            "version": "6.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "uritemplate",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 170,
        "direct_count": 24,
        "indirect_count": 146
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 4,
        "merged_prs": 519,
        "open_issues": 19,
        "closed_ratio": 0.956,
        "closed_issues": 417,
        "closed_unmerged_prs": 43
      },
      "bus_factor": 1,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "chrispyles",
          "commits": 3410,
          "avatar_url": "https://avatars.githubusercontent.com/u/40970945?v=4"
        },
        {
          "type": "User",
          "login": "fritterhoff",
          "commits": 43,
          "avatar_url": "https://avatars.githubusercontent.com/u/32478819?v=4"
        },
        {
          "type": "User",
          "login": "alexy1234",
          "commits": 39,
          "avatar_url": "https://avatars.githubusercontent.com/u/14226354?v=4"
        },
        {
          "type": "User",
          "login": "sean-morris",
          "commits": 36,
          "avatar_url": "https://avatars.githubusercontent.com/u/1514995?v=4"
        },
        {
          "type": "User",
          "login": "andersonkimlam",
          "commits": 30,
          "avatar_url": "https://avatars.githubusercontent.com/u/30871691?v=4"
        },
        {
          "type": "User",
          "login": "JinwooPark00",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/18510350?v=4"
        },
        {
          "type": "User",
          "login": "abhi1345",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/12456178?v=4"
        },
        {
          "type": "User",
          "login": "joelostblom",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/4560057?v=4"
        },
        {
          "type": "User",
          "login": "trevwilliams107",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/42852894?v=4"
        },
        {
          "type": "User",
          "login": "labanyamukhopadhyay",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/17665008?v=4"
        }
      ],
      "contributors_sampled": 37,
      "top_contributor_share": 0.929
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "check-formatting.yml",
        "release.yml",
        "run-docker-tests-beta.yml",
        "run-docker-tests.yml",
        "run-tests.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/7 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 20 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 8,
            "reason": "2 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "9994d7a376f085fd996f1a373e534cc553682962",
        "ran_at": "2026-07-27T02:42:11Z",
        "aggregate_score": 4.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-27T02:41:56Z",
      "oldest_open_prs": [
        {
          "number": 536,
          "created_at": "2022-10-03T21:13:47Z",
          "last_comment_at": "2022-10-08T21:23:05Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 816,
          "created_at": "2024-07-24T18:37:48Z",
          "last_comment_at": "2024-08-14T22:11:24Z",
          "last_comment_author": "ttimbers"
        },
        {
          "number": 989,
          "created_at": "2026-04-17T03:27:55Z",
          "last_comment_at": "2026-06-15T00:44:34Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 1008,
          "created_at": "2026-07-21T22:06:30Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-27T02:41:53Z",
      "ci_last_conclusion": null,
      "oldest_open_issues": [
        {
          "number": 257,
          "created_at": "2021-06-26T17:28:06Z",
          "last_comment_at": "2021-08-25T17:40:37Z",
          "last_comment_author": "stale"
        },
        {
          "number": 384,
          "created_at": "2021-09-09T02:58:57Z",
          "last_comment_at": "2021-11-08T06:26:24Z",
          "last_comment_author": "stale"
        },
        {
          "number": 419,
          "created_at": "2021-10-05T03:08:05Z",
          "last_comment_at": "2022-09-22T22:43:34Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 426,
          "created_at": "2021-10-12T00:54:58Z",
          "last_comment_at": "2023-09-28T21:57:57Z",
          "last_comment_author": "joelostblom"
        },
        {
          "number": 449,
          "created_at": "2021-11-08T08:54:46Z",
          "last_comment_at": "2022-01-07T14:59:03Z",
          "last_comment_author": "stale"
        },
        {
          "number": 507,
          "created_at": "2022-08-10T04:36:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 632,
          "created_at": "2023-04-18T15:55:08Z",
          "last_comment_at": "2023-07-19T04:20:54Z",
          "last_comment_author": "taylorgibson"
        },
        {
          "number": 646,
          "created_at": "2023-06-23T16:52:05Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 800,
          "created_at": "2024-05-01T03:29:20Z",
          "last_comment_at": "2024-10-25T04:01:19Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 804,
          "created_at": "2024-05-17T17:17:26Z",
          "last_comment_at": "2024-05-17T20:46:28Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 815,
          "created_at": "2024-07-24T17:01:43Z",
          "last_comment_at": "2024-07-24T18:39:04Z",
          "last_comment_author": "ttimbers"
        },
        {
          "number": 889,
          "created_at": "2024-12-03T00:13:44Z",
          "last_comment_at": "2025-01-27T00:31:05Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 931,
          "created_at": "2025-07-02T11:49:35Z",
          "last_comment_at": "2025-07-04T20:35:39Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 943,
          "created_at": "2025-08-24T16:04:09Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 951,
          "created_at": "2025-10-27T18:09:29Z",
          "last_comment_at": "2026-01-23T21:19:23Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 964,
          "created_at": "2026-01-22T14:35:05Z",
          "last_comment_at": "2026-07-07T12:34:09Z",
          "last_comment_author": "chrispyles"
        },
        {
          "number": 977,
          "created_at": "2026-03-11T00:48:25Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 985,
          "created_at": "2026-03-31T00:50:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 1001,
          "created_at": "2026-07-06T18:56:51Z",
          "last_comment_at": "2026-07-26T14:13:28Z",
          "last_comment_author": "chrispyles"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/ucbds-infra/otter-grader",
    "host": "github.com",
    "name": "otter-grader",
    "owner": "ucbds-infra"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 70,
      "inputs": {
        "security": 59,
        "vitality": 80,
        "community": 68,
        "governance": 65,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 80,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "commits_last_year": 50,
              "human_commit_share": 0.53,
              "days_since_last_push": 0,
              "active_weeks_last_year": 24
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "24/52 weeks with commits",
                "points": 16.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 24
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "50 commits in the last year",
                "points": 15.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 50
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v7.0.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 69.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~69.7 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 69.7
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 68,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "forks": 78,
              "stars": 157,
              "watchers": 4,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "157 stars",
                "points": 35.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 157
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "78 forks",
                "points": 15.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 78
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "4 watchers",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "BSD-3-Clause"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 65,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 37,
              "top_contributor_share": 0.929
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 93% of commits",
                "points": 1.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 93
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "37 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 37
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 20 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "merged_prs": 519,
              "open_issues": 19,
              "closed_issues": 417,
              "issue_closed_ratio": 0.956,
              "closed_unmerged_prs": 43
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "96% of issues closed",
                "points": 44.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 96
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "519/562 decided PRs merged",
                "points": 35.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 519,
                      "decided": 562
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/7 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "followers": 10,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ucbds-infra",
              "public_repos": 14,
              "account_age_days": 2514
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "10 followers of ucbds-infra",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 10,
                      "login": "ucbds-infra"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "14 public repos, account ~6 yr old",
                "points": 20.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 14
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "otter-grader"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "197 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 197
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "python",
                "jupyter-notebooks",
                "jupyter",
                "jupyter-notebook",
                "autograder",
                "autograding",
                "r",
                "rmd"
              ],
              "has_wiki": false,
              "homepage": "https://otter-grader.readthedocs.io",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://otter-grader.readthedocs.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 59,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/7 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 20 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 166 resolved dependencies against OSV; 4 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 166
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 4
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 1,
              "assessed_packages": 166,
              "unassessed_packages": 4,
              "affected_by_severity": "critical 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 166,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 43,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.377,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "20 of 53 human commits state their intent (structured subject or explanatory body)",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 20,
                      "sampled": 53
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.39
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "39 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 39,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 30176,
              "source_files_sampled": 213,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/213 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 213,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:otter-grader@7.0.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T02:42:38.682519Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/ucbds-infra/otter-grader.svg",
  "full_name": "ucbds-infra/otter-grader",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.